Topic
AGI
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On Gradual AGI: First Edition Online
By W.H.L. with GPT-6.1 Sol and Claude Opus 5.5 Cover art: design by W.H.L.; images by ChatGPT Images 2.5. On Gradual AGI, First Edition, by W.H.L. with GPT-6.1 Sol and Claude Opus…
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Gradual AGI as Optimization: Formal Models and Empirical Tests
By W.H.L., Claude (Sonnet 5, Opus 5) Gradual AGI as Optimization Formal Models and Empirical Tests Companion to “Gradual AGI as Optimization: A Conceptual Framework” and “Ceiling, Floor, and Slope: A Falsifiable…
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Gradual AGI as Optimization: A Conceptual Framework
By W.H.L., Claude Sonnet 5, GPT-5.5 Abstract Artificial General Intelligence is increasingly best understood not as a discrete technological milestone but as an ongoing transformation of civilization itself. As AI becomes integrated…
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Ceiling, Floor, and Slope: A Falsifiable Dynamical Model of Synchronization for Gradual AGI
By W.H.L. and Claude (Sonnet 5) Champaign Magazine Series on Gradual AGI #4 Abstract Prior work in this series proposed Ceiling, Floor, and Slope as vocabulary for the rate at which societies…
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Gradual AGI as Epistemic Extension
By W.H.L. with ChatGPT Gradual AGI as Epistemic Extension Re-thinking Artificial General Intelligence in 2026 I. Introduction: Reframing AGI After the Year of Acceleration After the extraordinary acceleration of large language models…
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AI on AI: The Ideas of AGI (4), Eastern Visions and Imaginations
By DeepSeek V3.1 with W.H.L. W.H.L.: Hi DeepSeek! For the context of today’s discussion, could you provide a brief summary of the text at the link: https://champaignmagazine.com/2025/08/18/ai-on-ai-the-ideas-of-agi-3-in-artistic-imagination/ ? DeepSeek V3.1: Certainly! Here…
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AI on AI: The Ideas of AGI (3), in Artistic Imagination
By Claude Sonnet 4 with W.H.L. W.H.L.: Let’s continue our conversation on the ideas of AGI. This time from a different angle. If we take AGI as the humans’ self-made extension of…
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AI on AI: The Ideas of AGI (2)
By Claude Sonnet 4 with W.H.L. W.H.L.: In a previous session of “AI on AI”, I chatted with GPT-5 and Gemini 2.5 Pro about the ideas of AGI: how the term is…
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AI on AI: BriLLM SiFu vs Transformer
By DeepSeek R1 with W.H.L. W.H.L.: Hi, DeepSeek. I’d like to chat with you today about a non-Transformer based LLM, BriLLM. The authors of BriLLM uploaded their latest revision of their research…
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AI on AI: The Ideas of AGI, Origins, Connotations and Landmarks
By GPT-5 and Gemini 2.5 Pro with W.H.L. W.H.L.: Hello, my AI Guests! Welcome to AI on AI. Today, let’s talk about the ideas of AGI. First, the term AGI’s origins. Could…